Deep Learning: Difference between revisions

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= Practice =
= Practice =
[https://www.khanacademy.org/math/linear-algebra Khan Academy Linear Algebra]
[https://www.khanacademy.org/math/linear-algebra Khan Academy Linear Algebra]
[https://gym.openai.com/ OpenAI Gym]
Script to figure out what an space_action is doing
<pre>
action = 0  # modify this!
o = env.reset()
for i in xrange(5): # repeat one action for five times
    o = env.step(action)[0]
IPython.display.display(
    Image.fromarray(
        o[:,140:142]  # extract your bat
    ).resize((300, 300))  # bigger image, easy for visualization
)
</pre>
From [https://ai.stackexchange.com/questions/2449/what-are-different-actions-in-action-space-of-environment-of-pong-v0-game-from here]

Revision as of 17:14, 19 April 2017

Books

Deep Learning

An MIT Press book

Ian Goodfellow and Yoshua Bengio and Aaron Courville

Sutton & Barto 2nd edition

File:Bookdraft2016sep.pdf

Understanding Machine Learning: From Theory to Algorithms

File:Understanding-machine-learning-theory-algorithms.pdf

Presentations

Learn TensorFlow and deep learning, without a Ph.D.

Practice

Khan Academy Linear Algebra

OpenAI Gym

Script to figure out what an space_action is doing

action = 0  # modify this!
o = env.reset()
for i in xrange(5): # repeat one action for five times
    o = env.step(action)[0]
IPython.display.display(
    Image.fromarray(
        o[:,140:142]  # extract your bat
    ).resize((300, 300))  # bigger image, easy for visualization
)

From here